{"id":"W2889154912","doi":"10.1190/tle37090702.1","title":"Full Spectrum","year":2018,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Advanced Computational Techniques and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Process Metallurgy (Canada)","funders":"","keywords":"Pillar; Exploration geophysics; Geophysics; Energy (signal processing); Class (philosophy); Broad spectrum; Computer science; Engineering ethics; Engineering; Data science; Geology; Physics; Mechanical engineering; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007590146,0.0009270258,0.0008394452,0.002285853,0.001460434,0.006001294,0.001502992,0.00268506,0.8352216],"category_scores_gemma":[0.004252475,0.0003594627,0.0006018529,0.00225262,0.0007845661,0.004340436,0.003814851,0.001838971,0.771532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001343116,"about_ca_system_score_gemma":0.001763185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001827127,"about_ca_topic_score_gemma":0.002124369,"domain_scores_codex":[0.9992222,0.00008196534,0.00003542956,0.0001534219,0.0003869932,0.0001200481],"domain_scores_gemma":[0.9974444,0.0002800268,0.00007616793,0.000538129,0.001040731,0.0006204575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005127769,0.00003718603,0.0002363534,0.0001626876,0.000004830933,0.00008317184,0.00006274931,0.00009966981,0.0009976727,0.008644013,0.8769481,0.1126724],"study_design_scores_gemma":[0.000004635115,0.000008393918,0.0002201267,0.0000474414,0.00000126458,0.00007768863,0.00003448685,0.0000715287,0.0001615826,0.001617544,0.9977503,0.000004960678],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007190182,0.00131199,0.00408432,0.003680341,0.003538877,0.0001423504,0.004759492,0.004148488,0.9776151],"genre_scores_gemma":[0.005051538,0.001218758,0.001226577,0.001990365,0.00132334,0.00009910475,0.004308539,0.001282414,0.9834995],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8352216,"threshold_uncertainty_score":0.2350363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02495163971974709,"score_gpt":0.3052185234703974,"score_spread":0.2802668837506503,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}